{"id":100493,"date":"2026-09-04T19:04:36","date_gmt":"2026-09-04T11:04:36","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/100493.html"},"modified":"2026-09-04T19:04:36","modified_gmt":"2026-09-04T11:04:36","slug":"browser4-%e5%ae%9e%e6%88%98%ef%bc%9a%e4%b8%80%e6%9d%a1-sql-%e6%8a%bd%e5%8f%96%e7%bd%91%e9%a1%b5%e6%95%b0%e6%8d%ae%ef%bc%8c%e9%9b%b6-token-%e6%88%90%e6%9c%ac","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/100493.html","title":{"rendered":"Browser4 \u5b9e\u6218\uff1a\u4e00\u6761 SQL \u62bd\u53d6\u7f51\u9875\u6570\u636e\uff0c\u96f6 Token \u6210\u672c"},"content":{"rendered":"

\u505a AI Agent \u7684\u90fd\u77e5\u9053\u4e00\u4e2a\u75db：\u8ba9\u6a21\u578b\u8bfb\u7f51\u9875，\u4e00\u6b21\u4e24\u6b21\u7684\u6210\u672c\u611f\u89c9\u4e0d\u5230，\u4e00\u5230\u6279\u91cf\u62bd\u53d6，Token \u8d26\u5355\u76f4\u63a5\u968f\u9875\u6570\u7ebf\u6027\u653e\u5927\u3002\u4eca\u5929\u8981\u5b9e\u6d4b\u7684 Browser4 \u8d70\u7684\u662f\u53e6\u4e00\u6761\u8def\u2014\u2014\u6570\u636e\u62bd\u53d6\u5728\u672c\u5730\u5b8c\u6210，\u5168\u7a0b\u4e0d\u7ecf\u8fc7 LLM\u3002<\/p>\n

\u8fd9\u7bc7\u6587\u7ae0\u662f\u6211\u5b9e\u9645\u5b89\u88c5\u5e76\u8dd1\u901a\u540e\u7684\u8bb0\u5f55，\u5305\u542b\u771f\u5b9e\u7ec8\u7aef\u8f93\u51fa\u3001\u4e00\u4e2a Intel Mac \u7528\u6237\u5fc5\u8e29\u7684\u5b89\u88c5\u5751（\u5b98\u65b9\u538b\u6839\u6ca1\u51fa\u9884\u7f16\u8bd1\u5305），\u4ee5\u53ca\u6211\u5b9e\u6d4b\u6210\u529f\u7684 X-SQL \u67e5\u8be2\u7ed3\u679c\u3002<\/p>\n

\u4e00\u3001Browser4 \u662f\u4ec0\u4e48<\/h3>\n

\u4e00\u53e5\u8bdd：\u4e00\u4e2a Rust CLI + Spring Boot \u540e\u7aef\u7684 AI \u539f\u751f\u6d4f\u89c8\u5668\u5f15\u64ce，\u901a\u8fc7 CDP \u76f4\u9a71 Chrome，\u628a\u7f51\u9875\u53d8\u6210\u53ef\u67e5\u8be2\u7684\u6570\u636e\u6e90\u3002<\/p>\n

\u67b6\u6784\u5f88\u77ed：<\/p>\n

browser4-cli (Rust) \u2500\u2500MCP over HTTP\u2500\u2500\u25b6 browser4-rest (Kotlin\/Spring) \u2500\u2500\u25b6 PulsarWebDriver (Kotlin\/CDP)<\/p>\n

\u6838\u5fc3\u5356\u70b9\u662f\u4e09\u4e2a\u6a21\u5757：<\/p>\n\n\u6a21\u5757\u4f5c\u7528<\/tr>\n\n\n\n\n
X-SQL<\/td>\n\u628a CSS \u9009\u62e9\u5668\u547d\u4e2d\u7684\u5143\u7d20\u96c6\u5408\u5f53\u4f5c\u6570\u636e\u5e93\u7684\u884c，\u7528 SQL \u4e00\u6b21\u53d6\u51fa\u591a\u4e2a\u5173\u8054\u5b57\u6bb5，\u652f\u6301\u6e05\u6d17\u3001\u7c7b\u578b\u8f6c\u6362\u3001\u6392\u5e8f<\/td>\n<\/tr>\n
PowerCSS<\/td>\n\u5728\u6807\u51c6 CSS \u4e0a\u6269\u5c55 :expr() \u4f2a\u7c7b，\u7528\u5143\u7d20\u7684\u8ba1\u7b97\u89c6\u89c9\u7279\u5f81（\u5bbd\u9ad8\u3001\u4f4d\u7f6e\u3001\u5185\u5bb9\u5bc6\u5ea6）\u505a\u9009\u62e9\u5668，\u6297\u524d\u7aef\u6539\u7248<\/td>\n<\/tr>\n
WebMiner<\/td>\n\u672c\u5730\u673a\u5668\u5b66\u4e60\u7ba1\u7ebf，\u628a\u7ed3\u6784\u672a\u77e5\u3001\u6837\u5f0f\u5404\u5f02\u7684\u6279\u91cf\u9875\u9762\u81ea\u52a8\u805a\u7c7b\u6210\u7ed3\u6784\u5316\u8868\u683c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u9879\u76ee\u662f Apache 2.0 \u5f00\u6e90，GitHub \u4ed3\u5e93 platonai\/Browser4，npm \u5305\u540d browser4-cli\u3002\u5b9e\u6d4b\u65f6\u95f4\u70b9\u4ed3\u5e93 1114 star，59 \u4e2a release，\u6700\u65b0\u7248\u672c v4.13.11，npm \u5df2\u53d1 52 \u4e2a\u7248\u672c\u3002<\/p>\n

\u5173\u4e8e\u7ade\u54c1：browser-use \u7ea6 11.1 \u4e07\u661f\u3001Playwright \u7ea6 9.5 \u4e07\u661f，Browser4 \u5c5e\u4e8e\u7b2c\u4e8c\u68af\u961f\u3002\u5b83\u4e0d\u662f\u8981\u53d6\u4ee3 Playwright，\u800c\u662f\u5728"\u6279\u91cf\u62bd\u53d6 + \u96f6 Token"\u8fd9\u4e2a\u7279\u5b9a\u4f4d\u7f6e\u505a\u4e86\u5dee\u5f02\u5316\u3002<\/p>\n

\u4e8c\u3001\u5b89\u88c5：\u5148\u8bf4 Intel Mac \u7684\u5751<\/h3>\n

\u5b98\u65b9 README \u7ed9\u7684\u547d\u4ee4\u5c31\u4e24\u884c：<\/p>\n

npm<\/span> install<\/span> -g<\/span> browser4-cli
\nbrowser4-cli install<\/span><\/p>\n

npm install -g browser4-cli \u6ca1\u95ee\u9898\u3002\u4f46\u7b2c\u4e8c\u6b65 browser4-cli install \u5728\u6211\u8fd9\u53f0 Intel Mac \u4e0a\u5931\u8d25\u4e86，\u62a5\u7684\u662f：<\/p>\n

Mirror 'aliyun-oss' speed test failed: HTTP 404 Not Found
\n Mirror 'github' speed test timed out after 30s
\n…
\nDownload from 'github' failed: error sending request for url
\n(https:\/\/github.com\/platonai\/Browser4\/releases\/latest\/download\/browser4-bundle-runtime-darwin-x64.tar.gz)
\nFailed to download from all 2 mirror(s).<\/p>\n

\u6211\u67e5\u4e86 v4.13.11 \u7684 release assets，\u4e00\u5171 11 \u4e2a，\u8fd0\u884c\u65f6 bundle \u53ea\u6709\u4e09\u4e2a\u5e73\u53f0：<\/p>\n

browser4-bundle-runtime-darwin-arm64.tar.gz 115MB
\nbrowser4-bundle-runtime-linux-x64.tar.gz 121MB
\nbrowser4-bundle-runtime-windows-x64.zip 116MB<\/p>\n

darwin-x64 \u6839\u672c\u6ca1\u6709\u3002 \u5b98\u65b9\u955c\u50cf aliyun-oss \u7684\u8def\u5f84\u662f 404，GitHub \u76f4\u8fde\u5728\u56fd\u5185\u7f51\u7edc\u4e0b\u8d85\u65f6\u2014\u2014\u4e24\u4e2a\u539f\u56e0\u53e0\u52a0，browser4-cli install \u5728 Intel Mac \u4e0a\u76ee\u524d\u8dd1\u4e0d\u901a\u3002<\/p>\n

\u7ed5\u8def\u65b9\u6848：release \u91cc\u6709\u4e00\u4e2a\u8de8\u5e73\u53f0\u7684 fat jar，\u76f4\u63a5\u7528\u5b83\u8d77\u540e\u7aef\u3002<\/p>\n

# 1) \u62c9\u8de8\u5e73\u53f0 jar（\u5b98\u65b9 release \u91cc\u5c31\u53eb Browser4.jar，89MB）<\/span>
\ncurl<\/span> -sL<\/span> -o<\/span> ~\/browser4-runtime\/Browser4.jar \\\\<\/span>
\n "https:\/\/gh-proxy.com\/https:\/\/github.com\/platonai\/Browser4\/releases\/download\/v4.13.11\/Browser4.jar"<\/span><\/p>\n

# 2) \u540e\u7aef\u8981\u6c42 JDK 17+，\u672c\u673a\u5982\u679c\u53ea\u6709 JDK 8 \u88c5\u4e00\u4e2a<\/span>
\nbrew install<\/span> openjdk@21<\/p>\n

# 3) \u8d77\u540e\u7aef<\/span>
\nexport<\/span> JAVA_HOME<\/span>=<\/span>\/usr\/local\/opt\/openjdk@21
\nexport<\/span> PATH<\/span><\/span>=<\/span>"$JAVA_HOME<\/span>\/bin:$PATH<\/span>"<\/span>
\njava<\/span> -jar<\/span> ~\/browser4-runtime\/Browser4.jar &<\/span><\/p>\n

\u540e\u7aef\u8d77\u6765\u540e，\u786e\u8ba4\u72b6\u6001：<\/p>\n

$ browser4-cli status
\nBrowser4 Status
\n===============
\nCLI version: 0.1.28
\nServer URL: http:\/\/localhost:8182
\nServer health: UP<\/p>\n

Server health: UP \u5c31\u8868\u793a CLI \u548c\u540e\u7aef\u5df2\u7ecf\u901a\u4e86\u3002\u8fd9\u65f6\u540e\u7aef\u65e5\u5fd7\u91cc\u4f1a\u6253\u5370\u4e00\u6279\u5de5\u5177\u6ce8\u518c\u4fe1\u606f，\u5927\u7ea6 40 \u4e2a MCP \u5de5\u5177（navigate \/ reload \/ click \/ fill \/ snapshot \/ page_source \u7b49）\u5168\u90e8\u52a0\u8f7d\u6210\u529f\u3002<\/p>\n

\u4e09\u3001\u5b9e\u6d4b：\u4e00\u6761 SQL \u62bd 8 \u672c\u4e66<\/h3>\n

\u6587\u7ae0\u7684\u6838\u5fc3\u6f14\u793a\u5c31\u662f\u8fd9\u6761\u67e5\u8be2\u3002\u6211\u628a\u5b83\u5199\u8fdb SQL \u6587\u4ef6，\u8dd1\u4e00\u6b21：<\/p>\n

SELECT<\/span> DOM_FIRST_TEXT(<\/span>DOM,<\/span> 'h3'<\/span>)<\/span> AS<\/span> title,<\/span>
\n DOM_FIRST_FLOAT(<\/span>DOM,<\/span> '.price_color'<\/span>,<\/span> 0.0<\/span>)<\/span> AS<\/span> price,<\/span>
\n DOM_FIRST_ATTR(<\/span>DOM,<\/span> 'h3 a'<\/span>,<\/span> 'href'<\/span>)<\/span> AS<\/span> path,<\/span>
\n DOM_FIRST_ATTR(<\/span>DOM,<\/span> '.star-rating'<\/span>,<\/span> 'class'<\/span>)<\/span> AS<\/span> rating
\nFROM<\/span> LOAD_AND_SELECT(<\/span>'https:\/\/books.toscrape.com\/'<\/span>,<\/span> '.product_pod'<\/span>)<\/span>
\nORDER<\/span> BY<\/span> price ASC<\/span>
\nLIMIT<\/span> 8<\/span><\/p>\n

\u6267\u884c：<\/p>\n

browser4-cli open<\/span> https:\/\/books.toscrape.com\/
\nbrowser4-cli htmlsnapshot query –sql<\/span> @query.sql<\/p>\n

\u771f\u5b9e\u8fd4\u56de（\u622a\u53d6\u90e8\u5206）：<\/p>\n

{<\/span>"statusCode"<\/span>:<\/span>200<\/span>,<\/span>"pageStatusCode"<\/span>:<\/span>200<\/span>,<\/span>"pageContentBytes"<\/span>:<\/span>63479<\/span>,<\/span>"isDone"<\/span>:<\/span>true<\/span>,<\/span>"resultSet"<\/span>:<\/span>[<\/span>
\n {<\/span>"title"<\/span>:<\/span>"Starving Hearts (Triangular Trade …"<\/span>,<\/span>"price"<\/span>:<\/span>"13.99"<\/span>,<\/span>"rating"<\/span>:<\/span>"star-rating Two"<\/span>}<\/span>,<\/span>
\n {<\/span>"title"<\/span>:<\/span>"Set Me Free"<\/span>,<\/span>"price"<\/span>:<\/span>"17.46"<\/span>,<\/span>"rating"<\/span>:<\/span>"star-rating Five"<\/span>}<\/span>,<\/span>
\n {<\/span>"title"<\/span>:<\/span>"The Coming Woman: A …"<\/span>,<\/span>"price"<\/span>:<\/span>"17.93"<\/span>,<\/span>"rating"<\/span>:<\/span>"star-rating Three"<\/span>}<\/span>,<\/span>
\n {<\/span>"title"<\/span>:<\/span>"Shakespeare's Sonnets"<\/span>,<\/span>"price"<\/span>:<\/span>"20.66"<\/span>,<\/span>"rating"<\/span>:<\/span>"star-rating Four"<\/span>}<\/span>,<\/span>
\n {<\/span>"title"<\/span>:<\/span>"The Boys in the …"<\/span>,<\/span>"price"<\/span>:<\/span>"22.6"<\/span>,<\/span>"rating"<\/span>:<\/span>"star-rating Four"<\/span>}<\/span>,<\/span>
\n {<\/span>"title"<\/span>:<\/span>"The Requiem Red"<\/span>,<\/span>"price"<\/span>:<\/span>"22.65"<\/span>,<\/span>"rating"<\/span>:<\/span>"star-rating One"<\/span>}<\/span>,<\/span>
\n {<\/span>"title"<\/span>:<\/span>"Olio"<\/span>,<\/span>"price"<\/span>:<\/span>"23.88"<\/span>,<\/span>"rating"<\/span>:<\/span>"star-rating One"<\/span>}<\/span>,<\/span>
\n {<\/span>"title"<\/span>:<\/span>"The Dirty Little Secrets …"<\/span>,<\/span>"price"<\/span>:<\/span>"33.34"<\/span>,<\/span>"rating"<\/span>:<\/span>"star-rating Four"<\/span>}<\/span>
\n]<\/span>}<\/span><\/p>\n

\u8fd9\u6761\u67e5\u8be2\u4e00\u6b21\u5b8c\u6210\u4e86\u56db\u4ef6\u4e8b：\u53d6\u4e66\u540d\u3001\u53d6\u4ef7\u683c\u5e76\u628a \u00a351.77 \u8fd9\u79cd\u5e26\u8d27\u5e01\u7b26\u53f7\u7684\u5b57\u7b26\u4e32\u8f6c\u6210\u6d6e\u70b9\u6570\u3001\u53d6\u94fe\u63a5\u8def\u5f84\u3001\u53d6\u8bc4\u5206 class，\u7136\u540e\u6309\u4ef7\u683c\u5347\u5e8f\u53d6\u524d 8 \u6761\u3002\u5168\u7a0b\u6ca1\u6709\u8c03\u7528\u4efb\u4f55 LLM，Token \u6d88\u8017\u4e3a 0\u3002<\/p>\n

\u6362\u6210\u4f20\u7edf\u65b9\u6848，\u540c\u6837\u9700\u6c42\u8981\u62c6\u4e09\u6b65：\u5148\u5199 Playwright \u62bd\u53d6\u539f\u59cb\u6587\u672c，\u518d\u5199\u4e00\u6bb5 Python \u6216 Node.js \u6e05\u6d17 \u00a351.77 \u6210 51.77，\u6700\u540e\u5bfc\u5165\u6570\u636e\u5e93\u5199\u6392\u5e8f\u903b\u8f91\u3002\u6bcf\u4e00\u6b65\u90fd\u8981\u5355\u72ec\u7ef4\u62a4\u4ee3\u7801\u548c\u4f9d\u8d56\u3002<\/p>\n

\u4e00\u4e2a\u5bb9\u6613\u5ffd\u7565\u7684\u7ec6\u8282<\/h4>\n

\u5b98\u65b9\u6587\u6863\u793a\u4f8b\u7684\u8f93\u51fa\u4ef7\u683c\u662f 10.17 \/ 10.64 \/ 10.84，\u6211\u8dd1\u51fa\u7684\u662f 13.99 \/ 17.46\u3002\u8fd9\u4e0d\u662f Bug\u2014\u2014books.toscrape.com \u6bcf\u6b21\u8bbf\u95ee\u90fd\u968f\u673a\u751f\u6210\u5546\u54c1\u9875，\u8fd9\u662f\u7ad9\u70b9\u672c\u8eab\u7684\u8bbe\u8ba1\u3002<\/p>\n

\u56db\u3001\u5b9e\u6d4b\u8e29\u5230\u7684\u5751\u6c47\u603b<\/h3>\n\n\u95ee\u9898\u73b0\u8c61\u89e3\u6cd5<\/tr>\n\n\n\n\n\n
Intel Mac \u65e0\u5b98\u65b9 runtime bundle<\/td>\nbrowser4-cli install \u62a5 asset not found<\/td>\n\u76f4\u63a5\u7528 release \u91cc\u7684 Browser4.jar，java -jar \u542f\u52a8<\/td>\n<\/tr>\n
\u5b98\u65b9\u955c\u50cf 404<\/td>\nbrowser4.oss-cn-beijing.aliyuncs.com \u8fd4\u56de 404<\/td>\n\u8d70 gh-proxy \u4ee3\u7406\u4e0b\u8f7d<\/td>\n<\/tr>\n
JDK \u7248\u672c\u95e8\u69db<\/td>\n\u540e\u7aef\u8981\u6c42 JDK 17+，\u672c\u673a\u53ea\u6709 1.8<\/td>\nbrew install openjdk@21 \u5e76\u8bbe\u7f6e JAVA_HOME<\/td>\n<\/tr>\n
SQL \u6587\u4ef6\u4e0d\u80fd\u5e26\u6ce8\u91ca<\/td>\n\u5e26 — \u6ce8\u91ca\u5934\u8fd4\u56de {"statusCode":500,"message":"Only select statements are supported"}<\/td>\nSQL \u5fc5\u987b\u5199\u6210\u7eaf SELECT，\u4e0d\u52a0\u6ce8\u91ca<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u7b2c\u56db\u4e2a\u662f\u6211\u4e00\u5f00\u59cb\u5c31\u683d\u8fdb\u53bb\u7684：\u7167\u6284\u5b98\u65b9\u793a\u4f8b\u7684\u6ce8\u91ca，\u7b2c\u4e00\u6b21\u6267\u884c\u76f4\u63a5 500\u3002\u9519\u8bef\u4fe1\u606f\u5f88\u660e\u786e，\u4f46\u5f97\u77e5\u9053\u539f\u56e0\u624d\u80fd\u7ed5\u8fc7\u53bb\u3002<\/p>\n

\u4e94\u3001\u547d\u4ee4\u901f\u67e5<\/h3>\n

# === \u542f\u52a8 ===<\/span>
\njava<\/span> -jar<\/span> ~\/browser4-runtime\/Browser4.jar &<\/span>
\nbrowser4-cli status # \u540e\u7aef\u5065\u5eb7\u68c0\u67e5 + 8182\/status \u9762\u677f<\/span><\/p>\n

# === \u4f1a\u8bdd ===<\/span>
\nbrowser4-cli open<\/span> https:\/\/example.com # headless<\/span>
\nbrowser4-cli open<\/span> –headed<\/span> https:\/\/example.com
\nbrowser4-cli -s<\/span> work open<\/span> https:\/\/site.com # \u547d\u540d\u4f1a\u8bdd，\u9694\u79bb\u4e92\u4e0d\u5f71\u54cd<\/span>
\nbrowser4-cli list # \u5217\u6240\u6709\u4f1a\u8bdd<\/span><\/p>\n

# === \u4ea4\u4e92（refs \u6765\u81ea snapshot）===<\/span>
\nbrowser4-cli snapshot -i<\/span> –boxes<\/span>
\nbrowser4-cli click e15
\nbrowser4-cli fill e16 "text"<\/span> –submit<\/span><\/p>\n

# === \u9759\u6001\u62bd\u53d6（\u96f6 LLM Token）===<\/span>
\nbrowser4-cli htmlsnapshot
\nbrowser4-cli htmlsnapshot get text "h1"<\/span>
\nbrowser4-cli htmlsnapshot query –sql<\/span> @query.sql<\/p>\n

# === \u6279\u91cf ===<\/span>
\nbrowser4-cli crawl –seed-file urls.txt –depth<\/span> 0<\/span> –sql<\/span> @q.sql –format<\/span> csv
\nbrowser4-cli swarm create –max-browser-contexts 8<\/span>
\nbrowser4-cli swarm query –seed-file urls_10k.txt –sql<\/span> @q.sql
\nbrowser4-cli swarm result <<\/span>task-id><\/span><\/p>\n

# === \u5b9a\u65f6 ===<\/span>
\nbrowser4-cli loop -i<\/span> 3600<\/span> — eval<\/span> 'document.querySelector(".price")?.textContent'<\/span><\/p>\n

CLI \u7684\u8bbe\u8ba1\u6709\u4e00\u4e2a\u633a\u5b9e\u7528\u7684\u601d\u8def：\u4ea4\u4e92\u7528 snapshot（\u8fd4\u56de\u4e00\u6b21\u6027\u5143\u7d20 ref），\u53d6\u6570\u7528 htmlsnapshot（\u8fd4\u56de\u9759\u6001 DOM，\u7528 CSS \u9009\u62e9\u5668\u5b9a\u4f4d）\u3002\u4e24\u8005\u5206\u5de5\u660e\u786e\u2014\u2014snapshot \u7684 ref \u5728 DOM \u4e00\u53d8\u5c31\u5931\u6548，\u6240\u4ee5 20 \u4e2a\u5546\u54c1\u9875\u5c31\u5f97\u505a 20 \u6b21\u5feb\u7167；\u800c htmlsnapshot \u7684\u4e00\u4e2a .price \u9009\u62e9\u5668\u80fd\u8986\u76d6\u6240\u6709\u540c\u7c7b\u9875\u9762\u3002\u8fd9\u4e2a\u533a\u5206\u662f\u7406\u89e3\u6574\u4e2a"\u96f6 Token"\u8bbe\u8ba1\u7684\u5173\u952e\u3002<\/p>\n

\u516d\u3001\u9002\u5408\u4ec0\u4e48\u573a\u666f<\/h3>\n

\u6211\u7684\u5224\u65ad：<\/p>\n

\u9002\u5408\u7528\u7684\u573a\u666f\u2014\u2014\u6279\u91cf URL \u5217\u8868\u62bd\u53d6\u3001\u7ed3\u6784\u5df2\u77e5\u6216\u534a\u5df2\u77e5\u7684\u5217\u8868\u9875\u3001\u5b57\u6bb5\u9700\u8981\u6e05\u6d17\u548c\u7c7b\u578b\u8f6c\u6362\u3001\u8dd1\u5b9a\u65f6\u4efb\u52a1\u6301\u7eed\u76d1\u63a7\u67d0\u7c7b\u9875\u9762\u3002\u8fd9\u7c7b\u4efb\u52a1\u7684\u5171\u540c\u70b9\u662f\u91cd\u590d\u5ea6\u9ad8\u3001\u7ed3\u6784\u7a33\u5b9a，\u672c\u5730 SQL \u8def\u5f84\u7684\u6536\u76ca\u8fdc\u5927\u4e8e LLM\u3002<\/p>\n

\u4e0d\u9002\u5408\u7684\u573a\u666f\u2014\u2014\u591a\u6b65\u4ea4\u4e92\u6d41\u7a0b（\u767b\u5f55\u3001\u586b\u8868\u3001\u7ffb\u9875\u70b9\u51fb）\u3001\u9700\u8981\u7406\u89e3\u8bed\u4e49\u7684\u5f00\u653e\u5f0f\u4efb\u52a1\u3001\u5355\u6b21\u6027\u7684\u9875\u9762\u7406\u89e3\u3002\u8fd9\u4e9b\u8fd8\u662f\u8d70 LLM \u9a71\u52a8\u7684\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u6846\u67b6\u3002<\/p>\n

\u9700\u8981\u8bf4\u660e\u7684\u662f：Swarm \u6a21\u5f0f\u7684"\u5355\u673a\u6bcf\u5929 10-20 \u4e07\u9875"\u662f\u9879\u76ee\u65b9\u81ea\u8ff0\u7684\u521d\u6b65\u6027\u80fd\u6d4b\u8bd5\u7ed3\u679c，\u5b98\u65b9\u4e5f\u6ce8\u660e\u6b63\u5f0f benchmark \u8fd8\u5728\u51c6\u5907\u4e2d，\u6211\u6ca1\u6709\u9a8c\u8bc1\u8fd9\u4e2a\u6570\u5b57\u3002WebMiner \u548c PowerCSS \u7684 :expr() \u6211\u8fd9\u6b21\u4e5f\u6ca1\u6709\u5b9e\u6d4b（WebMiner \u540c\u6837\u9700\u8981 JDK 17+ \u5168\u5957\u73af\u5883，PowerCSS \u9700\u8981\u6784\u9020\u7279\u5b9a\u9875\u9762）\u3002<\/p>\n

\u4e03\u3001\u603b\u7ed3<\/h3>\n

Browser4 \u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u662f"\u53c8\u4e00\u4e2a\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u6846\u67b6"，\u800c\u662f\u628a"\u62bd\u53d6 + \u6e05\u6d17 + \u6392\u5e8f"\u8fd9\u4e09\u6b65\u538b\u8fdb\u4e00\u6761 SQL，\u5168\u7a0b\u8d70\u672c\u5730\u6570\u636e\u5e93\u5f15\u64ce，\u4e0d\u4ea7\u751f Token \u8d39\u7528\u3002\u6211\u5b9e\u6d4b\u7684 books.toscrape.com \u793a\u4f8b\u786e\u5b9e\u8dd1\u901a\u4e86，\u56db\u5b57\u6bb5\u4e00\u67e5\u8be2\u3001\u81ea\u52a8\u7c7b\u578b\u8f6c\u6362\u3001ORDER BY \u751f\u6548，\u8fd4\u56de HTTP 200 \u548c 8 \u884c\u7ed3\u679c\u3002<\/p>\n

\u5982\u679c\u4f60\u7684\u573a\u666f\u662f\u6279\u91cf\u7ed3\u6784\u5316\u62bd\u53d6，\u503c\u5f97\u4e00\u8bd5\u3002\u5982\u679c\u4f60\u7684 Mac \u662f Intel \u82af\u7247，\u8bb0\u4f4f\u8d70 Browser4.jar \u8fd9\u6761\u8def，\u522b\u5728 browser4-cli install \u4e0a\u6d6a\u8d39\u65f6\u95f4\u2014\u2014\u76ee\u524d\u5b98\u65b9\u786e\u5b9e\u6ca1\u51fa darwin-x64 \u7684\u8fd0\u884c\u65f6\u5305\u3002<\/p>\n

\n

\u672c\u6587\u6240\u6709\u7ec8\u7aef\u8f93\u51fa\u5747\u4e3a\u5b9e\u9645\u8fd0\u884c\u7ed3\u679c，\u672a\u505a\u4efb\u4f55\u4fee\u9970\u3002X-SQL \u67e5\u8be2\u7ed3\u679c\u56e0\u76ee\u6807\u7ad9\u70b9\u968f\u673a\u751f\u6210\u5185\u5bb9，\u6bcf\u6b21\u8fd0\u884c\u6570\u503c\u4e0d\u540c，\u5c5e\u6b63\u5e38\u73b0\u8c61\u3002Swarm \u541e\u5410\u91cf\u4e0e WebMiner \u80fd\u529b\u672a\u5b9e\u6d4b，\u76f8\u5173\u6570\u636e\u5747\u6765\u81ea\u9879\u76ee\u65b9\u516c\u5f00\u8bf4\u660e\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u505a AI Agent \u7684\u90fd\u77e5\u9053\u4e00\u4e2a\u75db：\u8ba9\u6a21\u578b\u8bfb\u7f51\u9875，\u4e00\u6b21\u4e24\u6b21\u7684\u6210\u672c\u611f\u89c9\u4e0d\u5230，\u4e00\u5230\u6279\u91cf\u62bd\u53d6，Token \u8d26\u5355\u76f4\u63a5\u968f\u9875\u6570\u7ebf\u6027\u653e\u5927\u3002\u4eca\u5929\u8981\u5b9e\u6d4b\u7684 Browser4 \u8d70\u7684\u662f\u53e6\u4e00\u6761\u8def\u2014\u2014\u6570\u636e\u62bd\u53d6\u5728\u672c\u5730\u5b8c\u6210，\u5168\u7a0b\u4e0d\u7ecf\u8fc7 LLM\u3002
\n\u8fd9\u7bc7\u6587\u7ae0\u662f\u6211\u5b9e\u9645\u5b89\u88c5\u5e76\u8dd1\u901a\u540e\u7684\u8bb0\u5f55，\u5305\u542b\u771f\u5b9e\u7ec8\u7aef\u8f93\u51fa\u3001\u4e00\u4e2a Intel Mac \u7528\u6237\u5fc5\u8e29\u7684\u5b89\u88c5\u5751（\u5b98\u65b9\u538b\u6839\u6ca1\u51fa\u9884\u7f16\u8bd1\u5305），\u4ee5\u53ca\u6211\u5b9e\u6d4b\u6210<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[768,100],"topic":[],"class_list":["post-100493","post","type-post","status-publish","format-standard","hentry","category-server","tag-sql","tag-100"],"yoast_head":"\nBrowser4 \u5b9e\u6218\uff1a\u4e00\u6761 SQL \u62bd\u53d6\u7f51\u9875\u6570\u636e\uff0c\u96f6 Token \u6210\u672c - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/100493.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Browser4 \u5b9e\u6218\uff1a\u4e00\u6761 SQL \u62bd\u53d6\u7f51\u9875\u6570\u636e\uff0c\u96f6 Token \u6210\u672c - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u505a AI Agent \u7684\u90fd\u77e5\u9053\u4e00\u4e2a\u75db：\u8ba9\u6a21\u578b\u8bfb\u7f51\u9875，\u4e00\u6b21\u4e24\u6b21\u7684\u6210\u672c\u611f\u89c9\u4e0d\u5230，\u4e00\u5230\u6279\u91cf\u62bd\u53d6，Token \u8d26\u5355\u76f4\u63a5\u968f\u9875\u6570\u7ebf\u6027\u653e\u5927\u3002\u4eca\u5929\u8981\u5b9e\u6d4b\u7684 Browser4 \u8d70\u7684\u662f\u53e6\u4e00\u6761\u8def\u2014\u2014\u6570\u636e\u62bd\u53d6\u5728\u672c\u5730\u5b8c\u6210，\u5168\u7a0b\u4e0d\u7ecf\u8fc7 LLM\u3002 \u8fd9\u7bc7\u6587\u7ae0\u662f\u6211\u5b9e\u9645\u5b89\u88c5\u5e76\u8dd1\u901a\u540e\u7684\u8bb0\u5f55，\u5305\u542b\u771f\u5b9e\u7ec8\u7aef\u8f93\u51fa\u3001\u4e00\u4e2a Intel Mac \u7528\u6237\u5fc5\u8e29\u7684\u5b89\u88c5\u5751（\u5b98\u65b9\u538b\u6839\u6ca1\u51fa\u9884\u7f16\u8bd1\u5305），\u4ee5\u53ca\u6211\u5b9e\u6d4b\u6210\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/100493.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-04T11:04:36+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/100493.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/100493.html\",\"name\":\"Browser4 \u5b9e\u6218\uff1a\u4e00\u6761 SQL \u62bd\u53d6\u7f51\u9875\u6570\u636e\uff0c\u96f6 Token \u6210\u672c - 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